{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "<< back to chapter content

Last updated: 31/01/2018

\n", " show/hide source code\n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "import sys\n", "sys.path.insert(0,'..')\n", "from IPython.display import HTML,Image,SVG,YouTubeVideo\n", "from helpers import header\n", "\n", "HTML(header())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Combined operations\n", "## Morphological thinning and thickening \n", "by iterating the Hit-or-Miss transform and remove detected pixels from $X$.\n", "\n", "* thinning\n", "\n", "$$ X \\oslash B = X \\; | \\;(X \\otimes B)$$\n", "\n", "* thickening\n", "\n", "$$ X \\odot B = X \\cup (X \\otimes B)$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from skimage.data import imread\n", "from skimage.morphology import erosion\n", "\n", "def hit_or_miss(X,B12):\n", " B1 = B12 == 1\n", " B2 = B12 == 0\n", " r = np.logical_and(erosion(X,B1),erosion(1-X,B2))\n", " return r\n", "\n", "def rotate_4(B):\n", " #returns structuring element oriented in 4 directions\n", " return [B,np.rot90(B),np.rot90(np.rot90(B)),np.rot90(np.rot90(np.rot90(B)))]\n", "\n", "X = (imread('http://homepages.ulb.ac.be/~odebeir/data/man.tif')>0)[:,:,0].astype(np.uint8)\n", "\n", "B = np.array([[2,1,2],[0,1,1],[0,0,2]]) # . are coded with 2\n", "\n", "#iterate on the four structuring element\n", "\n", "selem = rotate_4(B)\n", "\n", "R = X.copy()\n", "\n", "for i in range(10):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(X,interpolation='nearest')\n", "plt.subplot(1,2,2)\n", "plt.imshow(X,interpolation='nearest',alpha = .8)\n", "plt.imshow(R,interpolation='nearest',alpha=.5);\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### skeleton extraction\n", "\n", "A special case of thinning is the skeleton extraction, by applying the thickening for these two set of structuring elements, one can reduce every $X$ to single line structures sharing the same topology.\n", "\n", "$$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " \\cdot & 1 & \\cdot \\\\\n", " 1 & 1 & 1\n", " \\end{matrix}\n", " $$\n", " \n", " and\n", " \n", " $$\n", "\\begin{matrix}\n", " \\cdot & 0 & 0 \\\\\n", " 1 & 1 & 0 \\\\\n", " \\cdot & 1 & \\cdot\n", " \\end{matrix}\n", " $$\n", " \n", "\n", "and there 3 other orientations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# skeletoninzing structuring elements\n", "B1 = np.array([[0,0,0],[2,1,2],[1,1,1]])\n", "B2 = np.array([[2,0,0],[1,1,0],[2,1,2]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "X[1,15:17] = 1\n", "\n", "R = X.copy()\n", "\n", "for i in range(4):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(X,interpolation='nearest')\n", "plt.subplot(1,2,2)\n", "plt.imshow(X,interpolation='nearest',alpha = .8)\n", "plt.imshow(R,interpolation='nearest',alpha=.5);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "an application of the skeleton extraction is found in the pre-processing of fingerprints where we are looking for specific *minutiae*" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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l/RTZSiQSUCgUqKiogMlkgk6ng1wuh8/nQ29vL1wuF/x+P1fKkW1AJBJBKpWC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k1SbDYb3njjjbhTlI9bRqOReVRnq9ra2rir2MHBwUWbzrOVVCpl81C8CoVCqKmpQXZ29oJjPT09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yaNpqtTIxtra2lqnQarWamxMSPLvdbo4ToftIAll6fCkpKZg0aRJSUlI49JMcSSdOnGC0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\nvmbNGtxzzz0mXyTe2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filters import threshold_otsu\n", "\n", "im = imread('http://biometrics.idealtest.org/userfiles/image/FingerprintV5Fig.1.jpg')[:,:150,0]\n", "th_otsu = threshold_otsu(im)\n", "\n", "R = (imsee also:\n", "* Morphological algorithms [DIPM](../00-Preface/06-References.ipynb#[DIPM]) pp143-166" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pruning\n", "\n", "The skeleton, or other morphological processing can produce unwanted small artifacts, these irragularities can often be removed used by a process called pruning. \n", "\n", "Pruning is a specific thinning algorithm using the following structuring element (and ther rotations):\n", "\n", "$$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " 0 & 1 & 0 \\\\\n", " 0 & \\cdot & \\cdot\n", " \\end{matrix}\n", " $$\n", " \n", " and\n", " \n", " $$\n", "\\begin{matrix}\n", " 0 & 0 & 0 \\\\\n", " 0 & 1 & 0 \\\\\n", " \\cdot & \\cdot & 0\n", " \\end{matrix}\n", " $$\n", " \n", " and there 3 other orientations,\n", " example of a pruning applied iteratively on a binary skeleton:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ima = imread('http://homepages.ulb.ac.be/~odebeir/data/programs.png')[:,:,0] >10\n", "\n", "# skeletoninzing structuring elements\n", "B1 = np.array([[0,0,0],[2,1,2],[1,1,1]])\n", "B2 = np.array([[2,0,0],[1,1,0],[2,1,2]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "R = ima.copy()\n", "\n", "for i in range(12):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", "plt.figure(figsize=[10,10])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima,interpolation='nearest',cmap=plt.cm.gray)\n", "plt.subplot(1,2,2)\n", "plt.imshow(ima,interpolation='nearest',alpha = .8,cmap=plt.cm.gray)\n", "plt.imshow(R,interpolation='nearest',alpha=.5,cmap=plt.cm.gray);\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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462PX20zf67qv7WcO2yXrych29Hns7PtmDV1k5FyOQ33tc12PnvaxzfS5rqecj5Mu1Njf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\nBsdoVYC31J/L2thS+4bipi9rrfSndc0qMnI7rkvb3lD3mUk77RsK65p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pruning structuring elements\n", "B1 = np.array([[0,0,0],[0,1,0],[0,2,2]])\n", "B2 = np.array([[0,0,0],[0,1,0],[2,2,0]])\n", "selem = rotate_4(B1) + rotate_4(B2) #join the two list of structuring element\n", "\n", "plt.figure(figsize=[15,25])\n", "\n", "k = 1\n", "for i in range(24):\n", " for s in selem:\n", " HoM = hit_or_miss(R,s) \n", " R[HoM] = 0\n", "\n", " if k%3 == 0:\n", " plt.subplot(4,2,k/3)\n", " plt.imshow(ima,interpolation='nearest',alpha = .7,cmap=plt.cm.gray)\n", " plt.imshow(R.copy(),interpolation='nearest',alpha=.8,cmap=plt.cm.gray);\n", " k += 1\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distance Map \n", "\n", "The distance function $dist_X$ associate to a set $X$, the distance for each point of $X$ to the background\n", "\n", "$$ dist_X(p) = min\\{n \\in \\mathbb \\; | \\; p \\notin X \\ominus nB \\}$$\n", "\n", "explicit distance map (brute force) computing can be computer intensive, therefore other appriximated distance are proposed\n", "\n", "* the city-block distance\n", "\n", "$$\n", "\\begin{matrix}\n", " & 1 & \\\\\n", "1 & 0 & 1 \\\\\n", " & 1 & \\\\\n", " \\end{matrix}\n", " $$\n", "\n", "* the chess-board distance\n", "\n", "$$\n", "\\begin{matrix}\n", "1 & 1 & 1 \\\\\n", "1 & 0 & 1 \\\\\n", "1 & 1 & 1 \\\\\n", " \\end{matrix}\n", " $$\n", "\n", "* the chamfer distance\n", "\n", "$$\n", "\\begin{matrix}\n", "4 & 3 & 4 \\\\\n", "3 & 0 & 3 \\\\\n", "4 & 3 & 4 \\\\\n", " \\end{matrix}\n", " $$\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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rpc/b9awaoOWCxLJdr83NQgoTdv5b0d7aoJb9p3+zJ6nI9gbk1AwQpdUM6eP8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\nKBcpKQmpUYpIAyUbp24hhRqlqMYBk81Z5qot5Io2RxWWx55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AALq7uwYq1XiTaI5NvlAg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Gj5Lqys/PX7p0aVJSktFo7Nix48cffywEfknt6m/cuPH+++8bjUbyvBCzadMm4nR3IFBYo9Ec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dWWqht+dONRXxnmxGKAxDiHdssIdzD2WCz23LPP/Wbub6qqqsLhcCwWW7Vq1fLly1tbWy+9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\n3vrjH/+4tLR0/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mf6sCAtwggAJJIAz5jXzpMizjkBVVRUVFRUuHsTSHrnDncZk6E2Gg+5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Tcl1niiKieYgMhMNbUTlxBkx+Wtu/sXJvmn3eRZOGJpqSwt021fDKfuVWy01s+YQ+wkpW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\nyk/+8eGx/ftdDse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"text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/distances.png')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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qmFm31Lj28hbLebZelVqW6+5e3grYTlI/sC3Z7Y/Mtmi9uBXbIufZek5qea68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\n1cbRr/pBygAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import distance_transform_cdt,distance_transform_edt,distance_transform_bf\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "X = np.asarray([[0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,1,1,1,0,0,0],\n", " [0,0,1,1,1,0,0,0,0],\n", " [0,0,1,1,1,1,0,0,0],\n", " [0,0,1,1,1,0,0,0,0],\n", " [0,0,0,1,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0],\n", " [0,0,0,0,0,0,0,0,0]])\n", "\n", "dist_X = distance_transform_edt(X)\n", "dist_bf = distance_transform_bf(X)\n", "dist_c = distance_transform_cdt(X)\n", "\n", "plt.figure(figsize=[8,8])\n", "plt.subplot(2,2,1)\n", "plt.imshow(X,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('X')\n", "plt.colorbar()\n", "plt.subplot(2,2,2)\n", "plt.imshow(dist_X,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Euclidian distance map')\n", "plt.colorbar();\n", "plt.subplot(2,2,3)\n", "plt.imshow(dist_c,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Chamfer distance map')\n", "plt.colorbar()\n", "plt.subplot(2,2,4)\n", "plt.imshow(dist_bf,interpolation='nearest',cmap=plt.cm.gray);X = np.zeros((10,10))\n", "plt.title('Brute force distance map')\n", "plt.colorbar();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">see also:\n", "* Distance Function [DIP](../00-Preface/06-References.ipynb#[DIP]) p.73\n", "* Euclidian Distance Map [IPH](../00-Preface/06-References.ipynb#[IPH])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ultimate Eroded Point (UEP) " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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iCWHn6DEkEolkAp599tl556kfTlhYGB9//DHvvPMO+/fvH9r/9ttvc+jQoYCO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\nqIgrr7wSmy12f16zaCcphBrxKamp3LhhA6mpqRQWFvLVr33N0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iVVhvcpRHzTyKc5quoq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\n55YU9ZSTTg/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from skimage.morphology import disk\n", "import skimage.filters.rank as skr\n", "from scipy import ndimage as ndi\n", "\n", "np.random.seed(1)\n", "n = np.random.random((256,256))<.0005\n", "d = skr.maximum(n,disk(15))\n", "\n", "distance = ndi.distance_transform_edt(d).astype(np.uint8)\n", "local_max = distance == skr.maximum(distance,disk(20))\n", "background = distance == 0\n", "c_local_max = local_max.copy()\n", "c_local_max[background] = 0\n", "\n", "\n", "plt.figure(figsize=[13,8])\n", "plt.subplot(2,3,1)\n", "plt.imshow(d)\n", "plt.subplot(2,3,2)\n", "plt.imshow(distance)\n", "plt.subplot(2,3,3)\n", "plt.imshow(skr.maximum(local_max,disk(2)),cmap=plt.cm.gray)\n", "plt.subplot(2,3,4)\n", "plt.imshow(background)\n", "plt.subplot(2,3,5)\n", "plt.imshow(d,alpha=.5)\n", "plt.imshow(skr.maximum(c_local_max,disk(2)),cmap=plt.cm.gray,alpha=.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">see also:\n", "* Ultimate Eroded Point [IPH](../00-Preface/06-References.ipynb#[IPH])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object labeling\n", "\n", "The object labeling consist in assigning a unique integer value to each connected component of a binary image." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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cvf2sAqUBQjXJ/a8J1QSwYLIzdHJKQhFqqr35fktLMh+DFZdFKa9JLw4tqYj/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\niKSgoomIiIiIiIiISAr/H0nXKQtQuKsuAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.measure import label\n", "\n", "ima = imread('http://homepages.ulb.ac.be/~odebeir/data/programs.png')[:,:,0] >10\n", "\n", "lab = label(ima,background=0)\n", "plt.figure(figsize=[20,5])\n", "plt.subplot(1,2,1)\n", "plt.imshow(ima.astype(np.uint8))\n", "plt.colorbar()\n", "plt.subplot(1,2,2)\n", "plt.imshow(lab)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hole filling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternate Sequential Filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Morphological texture analysis \n", "\n", ">see also:\n", "* Morphological texture analysis [DIPM](../00-Preface/06-References.ipynb#[DIPM]) pp43-102" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 1 }